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What is Twigg?

Twigg is a cutting-edge tool designed to manage context, transforming conventional linear chat threads into a dynamic, visually branching tree of conversation nodes that enables users to control the context presented to the model. This unique approach allows users to navigate various conversation routes by creating new branches from any node, while also optimizing their prompts through actions like cutting, copying, deleting, or relocating content, ultimately improving performance and reducing complexity. The platform boasts an intuitive dashboard that tracks token usage for each model, offering valuable insights into credit consumption. By granting control at the node level, Twigg reduces unnecessary token expenditure and supports simultaneous idea development without complicating the main workflow. It seamlessly integrates with leading models via a Bring Your Own Key (BYOK) system and is specifically designed for projects that demand prolonged engagement, thus earning the title of the “Git for LLMs” by providing version control, branching, and detailed context management for conversational AI tasks. Consequently, Twigg not only boosts the efficiency of user interactions but also equips users to enhance their conversational strategies more effectively. Additionally, its innovative features position Twigg as a transformative solution in the realm of conversational AI, fostering deeper and more meaningful exchanges.

What is StateFabric?

StateFabric serves as a streamlined infrastructure layer tailored for AI agents that need more context than merely the chat history provides. When these agents engage with various tools and run lengthy sessions without resets, merely depending on past messages falls short; it’s crucial to monitor factors such as event occurrences, state modifications, tool applications, and the context pertinent for future model enhancements. To fulfill these requirements, StateFabric keeps an append-only event log during agent activities, allowing for the extraction of pertinent context from this information. Presently, it boasts an array of functionalities, such as reliable session management, event storage, timelines for user/model/tool events, the capacity to reconstruct session states from logged events, and a simplified model-facing context. It also features an intuitive dashboard that enables users to analyze sessions, scrutinize raw payloads, assess compaction artifacts, and observe usage trends. Moreover, StateFabric allows for integration with Google ADK via the package @statefabric/adk and supports direct implementation in Node/REST settings using @statefabric/client, enhancing its adaptability for tailored runtime environments. This flexibility not only boosts the efficiency of AI agents but also enhances their effectiveness in navigating intricate operational landscapes. Consequently, StateFabric stands out as a vital tool for improving the operational capacity of AI in diverse applications.

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Integrations Supported

ChatGPT
Claude Fable 5
Claude Fable 5.1
Claude Fable 5.5
Claude Haiku 5.5
Claude Mythos 5
Claude Mythos 5.1
Claude Opus 4.1
Claude Opus 4.5
Claude Opus 4.6
Claude Opus 4.7
Claude Opus 4.8
Claude Opus 5
Claude Opus 5.5
Claude Sonnet 5.5
GPT-5 mini
Gemini 2.0 Flash

Integrations Supported

API Availability

Has API

API Availability

Pricing Information

$6.66 per month

Pricing Information

£10/month
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Twigg

Date Founded

2025

Company Location

United States

Company Website

twigg.ai/

Company Facts

Organization Name

J Gregory Technology Ltd.

Date Founded

2020

Company Location

United Kingdom

Company Website

statefabric.dev

Categories and Features

AI Tools

Not specified

Categories and Features

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